{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ce680eb3-8dfa-427e-99b0-2047cea59ac4",
   "metadata": {},
   "source": [
    "## 使用坐标从DataFrame创建GeoDataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "572d0c07-59ce-44ba-93ce-e06a6a90e30f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import geopandas as gpd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "959aeaea-184a-4c72-8612-22b539d15cb8",
   "metadata": {},
   "source": [
    "### 从经度和纬度\n",
    "首先，让我们考虑一个 DataFrame 包含城市及其各自的经度和纬度。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0d5692aa-b3c9-4388-a3f3-a3b2d17b698e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           City    Country  Latitude  Longitude\n",
      "0  Buenos Aires  Argentina    -34.58     -58.66\n",
      "1      Brasilia     Brazil    -15.78     -47.91\n",
      "2      Santiago      Chile    -33.45     -70.66\n",
      "3        Bogota   Colombia      4.60     -74.08\n",
      "4       Caracas  Venezuela     10.48     -66.86\n"
     ]
    }
   ],
   "source": [
    "df = pd.DataFrame(\n",
    "    {'City': ['Buenos Aires', 'Brasilia', 'Santiago', 'Bogota', 'Caracas'],\n",
    "     'Country': ['Argentina', 'Brazil', 'Chile', 'Colombia', 'Venezuela'],\n",
    "     'Latitude': [-34.58, -15.78, -33.45, 4.60, 10.48],\n",
    "     'Longitude': [-58.66, -47.91, -70.66, -74.08, -66.86]})\n",
    "print(df.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d52a2ec4-e70f-4e73-a13a-de1429dab0c5",
   "metadata": {},
   "source": [
    "A GeoDataFrame 需要一个 shapely 对象。我们使用的是地理熊猫 points_from_xy() 转型 经度 和 纬度 添加到一个列表中 shapely.Point 对象，并将其设置为 geometry 在创建 GeoDataFrame 。(请注意 points_from_xy() 是一个增强的包装器，用于 [Point(x, y) for x, y in zip(df.Longitude, df.Latitude)] )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b2d5ceff-6a51-464c-a94e-5c796e0335b5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>City</th>\n",
       "      <th>Country</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Buenos Aires</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>-34.58</td>\n",
       "      <td>-58.66</td>\n",
       "      <td>POINT (-58.66 -34.58)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Brasilia</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>-15.78</td>\n",
       "      <td>-47.91</td>\n",
       "      <td>POINT (-47.91 -15.78)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Santiago</td>\n",
       "      <td>Chile</td>\n",
       "      <td>-33.45</td>\n",
       "      <td>-70.66</td>\n",
       "      <td>POINT (-70.66 -33.45)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Bogota</td>\n",
       "      <td>Colombia</td>\n",
       "      <td>4.60</td>\n",
       "      <td>-74.08</td>\n",
       "      <td>POINT (-74.08 4.6)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Caracas</td>\n",
       "      <td>Venezuela</td>\n",
       "      <td>10.48</td>\n",
       "      <td>-66.86</td>\n",
       "      <td>POINT (-66.86 10.48)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           City    Country  Latitude  Longitude               geometry\n",
       "0  Buenos Aires  Argentina    -34.58     -58.66  POINT (-58.66 -34.58)\n",
       "1      Brasilia     Brazil    -15.78     -47.91  POINT (-47.91 -15.78)\n",
       "2      Santiago      Chile    -33.45     -70.66  POINT (-70.66 -33.45)\n",
       "3        Bogota   Colombia      4.60     -74.08     POINT (-74.08 4.6)\n",
       "4       Caracas  Venezuela     10.48     -66.86   POINT (-66.86 10.48)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdf = gpd.GeoDataFrame(\n",
    "    df, geometry=gpd.points_from_xy(df.Longitude, df.Latitude))\n",
    "gdf"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b4c979fa-ff14-4dba-a97d-28aa1494bd61",
   "metadata": {},
   "source": [
    "最后，我们在国家/地区地图上绘制坐标。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f70e2aa2-2e83-42d3-8e77-172401d11b51",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = r'data\\ne_110m_admin_0_countries.shp'\n",
    "\n",
    "world = gpd.read_file(data)\n",
    "\n",
    "# We restrict to South America.\n",
    "ax = world[world.SUBREGION == 'South America'].plot(\n",
    "    color='white', edgecolor='black')\n",
    "\n",
    "# We can now plot our ``GeoDataFrame``.\n",
    "gdf.plot(ax=ax, color='red')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f2a5b01b-92e9-490c-bea4-073d663e585f",
   "metadata": {},
   "source": [
    "### 从WKT格式\n",
    "在这里，我们考虑一个 DataFrame 具有WKT格式的坐标。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "51ff6e00-5dc4-4c76-a75e-1b24a7595432",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           City    Country           Coordinates\n",
      "0  Buenos Aires  Argentina  POINT(-58.66 -34.58)\n",
      "1      Brasilia     Brazil  POINT(-47.91 -15.78)\n",
      "2      Santiago      Chile  POINT(-70.66 -33.45)\n",
      "3        Bogota   Colombia    POINT(-74.08 4.60)\n",
      "4       Caracas  Venezuela   POINT(-66.86 10.48)\n"
     ]
    }
   ],
   "source": [
    "df = pd.DataFrame(\n",
    "    {'City': ['Buenos Aires', 'Brasilia', 'Santiago', 'Bogota', 'Caracas'],\n",
    "     'Country': ['Argentina', 'Brazil', 'Chile', 'Colombia', 'Venezuela'],\n",
    "     'Coordinates': ['POINT(-58.66 -34.58)', 'POINT(-47.91 -15.78)',\n",
    "                     'POINT(-70.66 -33.45)', 'POINT(-74.08 4.60)',\n",
    "                     'POINT(-66.86 10.48)']})\n",
    "print(df.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "d4bdc648-c18f-4c27-a6b1-2aa282654318",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0    POINT (-58.66 -34.58)\n",
      "1    POINT (-47.91 -15.78)\n",
      "2    POINT (-70.66 -33.45)\n",
      "3       POINT (-74.08 4.6)\n",
      "4     POINT (-66.86 10.48)\n",
      "Name: Coordinates, dtype: geometry\n",
      "           City    Country            Coordinates\n",
      "0  Buenos Aires  Argentina  POINT (-58.66 -34.58)\n",
      "1      Brasilia     Brazil  POINT (-47.91 -15.78)\n",
      "2      Santiago      Chile  POINT (-70.66 -33.45)\n",
      "3        Bogota   Colombia     POINT (-74.08 4.6)\n",
      "4       Caracas  Venezuela   POINT (-66.86 10.48)\n"
     ]
    }
   ],
   "source": [
    "from shapely import wkt\n",
    "\n",
    "print(df['Coordinates'])\n",
    "\n",
    "# 将df,DataFrame转为gdf，GeoDataFrame，把列“Coordinates”转为GeoDataFrame的geometry属性\n",
    "\n",
    "gdf = gpd.GeoDataFrame(df, geometry='Coordinates')\n",
    "\n",
    "print(gdf.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "fed9a100-f994-4549-8d62-51417299cf2b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = world[world.SUBREGION == 'South America'].plot(\n",
    "    color='white', edgecolor='black')\n",
    "\n",
    "gdf.plot(ax=ax, color='green')\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
